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The Mobility Technology Opportunity Engine (TOE) covers innovations pertaining to AI Powered Autonomous Driving, SDV, Charging, Chip Architecture, and ADAS.The purpose of the Mobility Technology TOE is to raise awareness of global technology innovations in self-propelled ground-based mobile platforms that are not only technically significant but p...

The latest issue of Advanced MedTech Technology Opportunity Engine (TOE) spotlights a diverse slate of innovations across advanced medical devices, artificial intelligence solutions, neuromodulation systems, and diagnostic solutions industry. The issue features advanced medical devices such as intelligent drug delivery system, immersive therapeuti...

The Sensor Technology Opportunity Engine provides profiles of innovations related to Current Sensors, Radar Sensors, Ultrasonic Sensors, AI Sensors, Smart Water Sensors and Image Sensors.Sensor Technology Opportunity Engine (TOE) captures global sensor-related innovations and developments on a monthly basis. Innovations are directed toward developi...

This edition of the Life Science, Health & Wellness Technology Opportunity Engine (TOE) provides a comprehensive overview of breakthrough innovations transforming AI-enabled discovery, precision diagnostics, cell engineering, targeted therapeutics, vaccines, and skin health across oncology, metabolic disease, rare disorders, neuropsychiatry, and ne...

Intelligent network automation is transforming the enterprise network infrastructure and how networks are managed and optimized. Network services industry participants are developing and integrating AI technologies to automate various network operation processes and tasks. Network operation and management are complex, and automated network function...

According to business respondents to the 2023 Frost & Sullivan Global Cloud User survey, cloud and artificial intelligence (AI) represent the most critical aspects of digital transformation. As such, companies continue to build hybrid, multicloud environments to support strategic business goals, such as revenue growth, rapid response to market dema...

The geospatial value-added services market is seeing an influx of new participants owing to cheaper satellite data products and services and enabling information and communication technologies. Established incumbents have to compete with not only these participants but also new customer groups arising from the evolution of new use cases. The marke...

This edition of IT, Computing and Communications (ITCC) Technology Opportunity Engine (TOE) captures developments related to Social Media Analytics And Engagement, Human Capital Management, Artificial Intelligence, Robotic Process Automation, Cloud Computing, Machine Learning, Analytics, and Generative AI.ITCC TOE’s mission is to investigate emerg...

29 Jul 2021  |  Global  |  Technology Research

Federated Learning: New Approach to Building AI Models

Leveraging Open Source Tools to Accelerate Technology Development across Organizations and Regions

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Traditional machine learning (ML) models are centralized and involve vast amounts of data. However, both the urgency to guarantee data privacy and to abide by strict regulations imposed across regions have contributed to the emergence of a new and powerful alternative technique, federated learning. Instead of acquiring data from a central server or...